Seungwan Seo - GenGenAI
Seoul, South Korea
Summary
👤
Senior🎓
Top SchoolSeungwan Seo is an ML research scientist with nine years' experience building real-world AI systems at the intersection of machine learning, robotics, and Physical AI, currently at CarbonSix. With a PhD in Industrial and Management Engineering from Korea University, he applies a system-level perspective—prioritizing integration, uncertainty handling, and operational constraints over isolated model benchmarks. Previously at GenGenAI he engineered vision-based synthetic data and generation pipelines, optimizing algorithms for production deployment. His background in industry research (Hana Institute of Technology) and hands-on algorithm development gives him a pragmatic focus: turning lab concepts into reliable fielded systems. Based in Seoul, he seeks problems that only appear when models meet reality and enjoys collaborating across disciplines to close that gap.
9 years of coding experience
1 year of employment as a software developer
Ph.D, Industrial and Management Engineering, Ph.D, Industrial and Management Engineering at 고려대학교Bachelor's degree, Information Technology & Management, Bachelor's degree, Information Technology & Management at 서울과학기술대학교
Github Skills (19)
pytorch10
machine-learning10
datasets10
torchvision10
computer-vision10
deep-learning9
python8
artificial-intelligence8
lightning8
lifecycle8
data-science7
scaling7
infrastructure7
ai7
nlp7
Programming languages (3)
Github contributions (5)
lepoeme20/lepoeme20
Sep 2020 - Mar 2025
Contributions:28 pushes, 1 branch in 4 years 6 months
lepoeme20/lepoeme20.github.io
Oct 2018 - Sep 2021
Contributions:145 pushes, 2 branches in 2 years 11 months
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